| Tissue | Expression Dynamics | Abbreviation |
| Breast |  | IDC: Invasive ductal carcinoma |
| DCIS: Ductal carcinoma in situ |
| Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
| Cervix |  | CC: Cervix cancer |
| HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
| N_HPV: HPV-infected normal cervix |
| Colorectum (GSE201348) |  | FAP: Familial adenomatous polyposis |
| CRC: Colorectal cancer |
| Colorectum (HTA11) |  | AD: Adenomas |
| SER: Sessile serrated lesions |
| MSI-H: Microsatellite-high colorectal cancer |
| MSS: Microsatellite stable colorectal cancer |
| Esophagus |  | ESCC: Esophageal squamous cell carcinoma |
| HGIN: High-grade intraepithelial neoplasias |
| LGIN: Low-grade intraepithelial neoplasias |
| Liver |  | HCC: Hepatocellular carcinoma |
| NAFLD: Non-alcoholic fatty liver disease |
| Oral Cavity |  | EOLP: Erosive Oral lichen planus |
| LP: leukoplakia |
| NEOLP: Non-erosive oral lichen planus |
| OSCC: Oral squamous cell carcinoma |
| Prostate |  | BPH: Benign Prostatic Hyperplasia |
| Skin |  | AK: Actinic keratosis |
| cSCC: Cutaneous squamous cell carcinoma |
| SCCIS:squamous cell carcinoma in situ |
| Thyroid |  | ATC: Anaplastic thyroid cancer |
| HT: Hashimoto's thyroiditis |
| PTC: Papillary thyroid cancer |
| GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
| GO:00060918 | Breast | Precancer | generation of precursor metabolites and energy | 94/1080 | 490/18723 | 1.54e-25 | 1.64e-22 | 94 |
| GO:19026008 | Breast | Precancer | proton transmembrane transport | 39/1080 | 157/18723 | 4.18e-15 | 1.18e-12 | 39 |
| GO:00331088 | Breast | Precancer | mitochondrial respiratory chain complex assembly | 24/1080 | 93/18723 | 3.39e-10 | 3.16e-08 | 24 |
| GO:00434677 | Breast | Precancer | regulation of generation of precursor metabolites and energy | 22/1080 | 130/18723 | 4.95e-06 | 1.51e-04 | 22 |
| GO:00324116 | Breast | Precancer | positive regulation of transporter activity | 16/1080 | 120/18723 | 1.46e-03 | 1.51e-02 | 16 |
| GO:00347673 | Breast | Precancer | positive regulation of ion transmembrane transport | 19/1080 | 167/18723 | 3.60e-03 | 2.98e-02 | 19 |
| GO:00324143 | Breast | Precancer | positive regulation of ion transmembrane transporter activity | 14/1080 | 109/18723 | 3.97e-03 | 3.15e-02 | 14 |
| GO:00228985 | Breast | Precancer | regulation of transmembrane transporter activity | 27/1080 | 278/18723 | 5.72e-03 | 4.11e-02 | 27 |
| GO:00000412 | Breast | Precancer | transition metal ion transport | 13/1080 | 105/18723 | 7.35e-03 | 4.89e-02 | 13 |
| GO:000609113 | Breast | IDC | generation of precursor metabolites and energy | 103/1434 | 490/18723 | 1.53e-21 | 1.74e-18 | 103 |
| GO:190260012 | Breast | IDC | proton transmembrane transport | 40/1434 | 157/18723 | 7.34e-12 | 1.34e-09 | 40 |
| GO:003310813 | Breast | IDC | mitochondrial respiratory chain complex assembly | 28/1434 | 93/18723 | 1.54e-10 | 1.83e-08 | 28 |
| GO:004346713 | Breast | IDC | regulation of generation of precursor metabolites and energy | 23/1434 | 130/18723 | 1.29e-04 | 2.34e-03 | 23 |
| GO:003241111 | Breast | IDC | positive regulation of transporter activity | 20/1434 | 120/18723 | 7.64e-04 | 9.27e-03 | 20 |
| GO:00432703 | Breast | IDC | positive regulation of ion transport | 36/1434 | 275/18723 | 1.11e-03 | 1.22e-02 | 36 |
| GO:002289812 | Breast | IDC | regulation of transmembrane transporter activity | 36/1434 | 278/18723 | 1.35e-03 | 1.40e-02 | 36 |
| GO:003241411 | Breast | IDC | positive regulation of ion transmembrane transporter activity | 18/1434 | 109/18723 | 1.53e-03 | 1.53e-02 | 18 |
| GO:003476711 | Breast | IDC | positive regulation of ion transmembrane transport | 24/1434 | 167/18723 | 2.07e-03 | 1.95e-02 | 24 |
| GO:00324125 | Breast | IDC | regulation of ion transmembrane transporter activity | 33/1434 | 267/18723 | 4.38e-03 | 3.40e-02 | 33 |
| GO:00324096 | Breast | IDC | regulation of transporter activity | 37/1434 | 310/18723 | 4.77e-03 | 3.66e-02 | 37 |
| Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
| hsa0019016 | Breast | Precancer | Oxidative phosphorylation | 59/684 | 134/8465 | 6.15e-30 | 3.24e-28 | 2.48e-28 | 59 |
| hsa0471418 | Breast | Precancer | Thermogenesis | 68/684 | 232/8465 | 4.40e-22 | 1.26e-20 | 9.69e-21 | 68 |
| hsa0019017 | Breast | Precancer | Oxidative phosphorylation | 59/684 | 134/8465 | 6.15e-30 | 3.24e-28 | 2.48e-28 | 59 |
| hsa0471419 | Breast | Precancer | Thermogenesis | 68/684 | 232/8465 | 4.40e-22 | 1.26e-20 | 9.69e-21 | 68 |
| hsa0019023 | Breast | IDC | Oxidative phosphorylation | 62/867 | 134/8465 | 4.78e-27 | 2.59e-25 | 1.94e-25 | 62 |
| hsa0471424 | Breast | IDC | Thermogenesis | 75/867 | 232/8465 | 8.41e-21 | 3.04e-19 | 2.27e-19 | 75 |
| hsa0019033 | Breast | IDC | Oxidative phosphorylation | 62/867 | 134/8465 | 4.78e-27 | 2.59e-25 | 1.94e-25 | 62 |
| hsa0471434 | Breast | IDC | Thermogenesis | 75/867 | 232/8465 | 8.41e-21 | 3.04e-19 | 2.27e-19 | 75 |
| hsa0019043 | Breast | DCIS | Oxidative phosphorylation | 61/846 | 134/8465 | 9.84e-27 | 5.30e-25 | 3.90e-25 | 61 |
| hsa0471443 | Breast | DCIS | Thermogenesis | 74/846 | 232/8465 | 8.72e-21 | 3.13e-19 | 2.30e-19 | 74 |
| hsa0019053 | Breast | DCIS | Oxidative phosphorylation | 61/846 | 134/8465 | 9.84e-27 | 5.30e-25 | 3.90e-25 | 61 |
| hsa0471453 | Breast | DCIS | Thermogenesis | 74/846 | 232/8465 | 8.72e-21 | 3.13e-19 | 2.30e-19 | 74 |
| hsa0019018 | Cervix | CC | Oxidative phosphorylation | 64/1267 | 134/8465 | 1.25e-19 | 8.07e-18 | 4.77e-18 | 64 |
| hsa0471420 | Cervix | CC | Thermogenesis | 76/1267 | 232/8465 | 4.29e-12 | 1.16e-10 | 6.85e-11 | 76 |
| hsa0019019 | Cervix | CC | Oxidative phosphorylation | 64/1267 | 134/8465 | 1.25e-19 | 8.07e-18 | 4.77e-18 | 64 |
| hsa04714110 | Cervix | CC | Thermogenesis | 76/1267 | 232/8465 | 4.29e-12 | 1.16e-10 | 6.85e-11 | 76 |
| hsa00190 | Colorectum | AD | Oxidative phosphorylation | 86/2092 | 134/8465 | 2.47e-22 | 2.76e-20 | 1.76e-20 | 86 |
| hsa04714 | Colorectum | AD | Thermogenesis | 120/2092 | 232/8465 | 2.76e-19 | 1.16e-17 | 7.37e-18 | 120 |
| hsa001901 | Colorectum | AD | Oxidative phosphorylation | 86/2092 | 134/8465 | 2.47e-22 | 2.76e-20 | 1.76e-20 | 86 |
| hsa047141 | Colorectum | AD | Thermogenesis | 120/2092 | 232/8465 | 2.76e-19 | 1.16e-17 | 7.37e-18 | 120 |